Overview

Brought to you by YData

Dataset statistics

Number of variables	24
Number of observations	45000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	4.0 MiB
Average record size in memory	94.0 B

Variable types

Numeric	9
Categorical	1
Boolean	14

Alerts

`cb_person_cred_hist_length` is highly overall correlated with `person_age` and 2 other fields	High correlation
`loan_amnt` is highly overall correlated with `loan_percent_income`	High correlation
`loan_percent_income` is highly overall correlated with `loan_amnt`	High correlation
`loan_status` is highly overall correlated with `previous_loan_defaults_on_file_Yes`	High correlation
`person_age` is highly overall correlated with `cb_person_cred_hist_length` and 1 other fields	High correlation
`person_emp_exp` is highly overall correlated with `cb_person_cred_hist_length` and 1 other fields	High correlation
`person_id` is highly overall correlated with `cb_person_cred_hist_length`	High correlation
`previous_loan_defaults_on_file_Yes` is highly overall correlated with `loan_status`	High correlation
`person_education_Doctorate` is highly imbalanced (89.5%)	Imbalance
`person_home_ownership_OTHER` is highly imbalanced (97.4%)	Imbalance
`person_home_ownership_OWN` is highly imbalanced (65.1%)	Imbalance
`loan_intent_HOMEIMPROVEMENT` is highly imbalanced (51.1%)	Imbalance
`person_income` is highly skewed (γ1 = 34.13758313)	Skewed
`person_id` is uniformly distributed	Uniform
`person_id` has unique values	Unique
`person_emp_exp` has 9566 (21.3%) zeros	Zeros

Reproduction

Analysis started	2024-12-21 01:22:05.248308
Analysis finished	2024-12-21 01:22:18.601820
Duration	13.35 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

person_id
Real number (ℝ)

High correlation Uniform Unique

Distinct	45000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	22500.5

Minimum	1
Maximum	45000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	1
5-th percentile	2250.95
Q1	11250.75
median	22500.5
Q3	33750.25
95-th percentile	42750.05
Maximum	45000
Range	44999
Interquartile range (IQR)	22499.5

Descriptive statistics

Standard deviation	12990.525
Coefficient of variation (CV)	0.57734385
Kurtosis	-1.2
Mean	22500.5
Median Absolute Deviation (MAD)	11250
Skewness	0
Sum	1.0125225 × 10⁹
Variance	1.6875375 × 10⁸
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	1	< 0.1%
30004	1	< 0.1%
29996	1	< 0.1%
29997	1	< 0.1%
29998	1	< 0.1%
29999	1	< 0.1%
30000	1	< 0.1%
30001	1	< 0.1%
30002	1	< 0.1%
30003	1	< 0.1%
Other values (44990)	44990	> 99.9%

Value	Count	Frequency (%)
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
45000	1	< 0.1%
44999	1	< 0.1%
44998	1	< 0.1%
44997	1	< 0.1%
44996	1	< 0.1%
44995	1	< 0.1%
44994	1	< 0.1%
44993	1	< 0.1%
44992	1	< 0.1%
44991	1	< 0.1%

person_age
Real number (ℝ)

High correlation

Distinct	60
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.764178

Minimum	20
Maximum	144
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	20
5-th percentile	22
Q1	24
median	26
Q3	30
95-th percentile	39
Maximum	144
Range	124
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	6.0451082
Coefficient of variation (CV)	0.2177305
Kurtosis	18.649449
Mean	27.764178
Median Absolute Deviation (MAD)	3
Skewness	2.548154
Sum	1249388
Variance	36.543333
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
23	5254	11.7%
24	5138	11.4%
25	4507	10.0%
22	4236	9.4%
26	3659	8.1%
27	3095	6.9%
28	2728	6.1%
29	2455	5.5%
30	2021	4.5%
31	1645	3.7%
Other values (50)	10262	22.8%

Value	Count	Frequency (%)
20	17	< 0.1%
21	1289	2.9%
22	4236	9.4%
23	5254	11.7%
24	5138	11.4%
25	4507	10.0%
26	3659	8.1%
27	3095	6.9%
28	2728	6.1%
29	2455	5.5%

Value	Count	Frequency (%)
144	3	< 0.1%
123	2	< 0.1%
116	1	< 0.1%
109	1	< 0.1%
94	1	< 0.1%
84	1	< 0.1%
80	1	< 0.1%
78	1	< 0.1%
76	1	< 0.1%
73	3	< 0.1%

person_income
Real number (ℝ)

Skewed

Distinct	33989
Distinct (%)	75.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	80319.053

Minimum	8000
Maximum	7200766
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	8000
5-th percentile	28366.7
Q1	47204
median	67048
Q3	95789.25
95-th percentile	166754.7
Maximum	7200766
Range	7192766
Interquartile range (IQR)	48585.25

Descriptive statistics

Standard deviation	80422.499
Coefficient of variation (CV)	1.0012879
Kurtosis	2398.6848
Mean	80319.053
Median Absolute Deviation (MAD)	23124
Skewness	34.137583
Sum	3.6143574 × 10⁹
Variance	6.4677783 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8000	15	< 0.1%
73011	10	< 0.1%
36995	9	< 0.1%
60914	8	< 0.1%
37020	8	< 0.1%
73082	7	< 0.1%
60864	7	< 0.1%
67131	7	< 0.1%
72951	7	< 0.1%
73040	7	< 0.1%
Other values (33979)	44915	99.8%

Value	Count	Frequency (%)
8000	15	< 0.1%
8037	1	< 0.1%
8104	1	< 0.1%
8186	1	< 0.1%
8248	1	< 0.1%
8267	1	< 0.1%
8277	1	< 0.1%
8302	1	< 0.1%
8518	1	< 0.1%
9364	1	< 0.1%

Value	Count	Frequency (%)
7200766	1	< 0.1%
5556399	1	< 0.1%
5545545	1	< 0.1%
2448661	1	< 0.1%
2280980	1	< 0.1%
2139143	1	< 0.1%
2012954	1	< 0.1%
1741243	1	< 0.1%
1728974	1	< 0.1%
1661567	1	< 0.1%

person_emp_exp
Real number (ℝ)

High correlation Zeros

Distinct	63
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.4103333

Minimum	0
Maximum	125
Zeros	9566
Zeros (%)	21.3%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	8
95-th percentile	17
Maximum	125
Range	125
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.0635321
Coefficient of variation (CV)	1.1207317
Kurtosis	19.168324
Mean	5.4103333
Median Absolute Deviation (MAD)	3
Skewness	2.5949174
Sum	243465
Variance	36.766421
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9566	21.3%
2	4134	9.2%
1	4061	9.0%
3	3890	8.6%
4	3524	7.8%
5	3000	6.7%
6	2717	6.0%
7	2204	4.9%
8	1890	4.2%
9	1575	3.5%
Other values (53)	8439	18.8%

Value	Count	Frequency (%)
0	9566	21.3%
1	4061	9.0%
2	4134	9.2%
3	3890	8.6%
4	3524	7.8%
5	3000	6.7%
6	2717	6.0%
7	2204	4.9%
8	1890	4.2%
9	1575	3.5%

Value	Count	Frequency (%)
125	1	< 0.1%
124	1	< 0.1%
121	1	< 0.1%
101	1	< 0.1%
100	1	< 0.1%
93	1	< 0.1%
85	1	< 0.1%
76	1	< 0.1%
62	1	< 0.1%
61	1	< 0.1%

loan_amnt
Real number (ℝ)

High correlation

Distinct	4483
Distinct (%)	10.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	9583.1576

Minimum	500
Maximum	35000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	500
5-th percentile	2000
Q1	5000
median	8000
Q3	12237.25
95-th percentile	24000
Maximum	35000
Range	34500
Interquartile range (IQR)	7237.25

Descriptive statistics

Standard deviation	6314.8867
Coefficient of variation (CV)	0.65895678
Kurtosis	1.3512152
Mean	9583.1576
Median Absolute Deviation (MAD)	3800
Skewness	1.1797313
Sum	4.3124209 × 10⁸
Variance	39877794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10000	3617	8.0%
5000	2787	6.2%
6000	2426	5.4%
12000	2416	5.4%
15000	2004	4.5%
8000	1928	4.3%
4000	1406	3.1%
20000	1385	3.1%
3000	1378	3.1%
7000	1314	2.9%
Other values (4473)	24339	54.1%

Value	Count	Frequency (%)
500	5	< 0.1%
563	1	< 0.1%
700	1	< 0.1%
725	1	< 0.1%
750	1	< 0.1%
800	1	< 0.1%
900	2	< 0.1%
912	1	< 0.1%
922	1	< 0.1%
950	1	< 0.1%

Value	Count	Frequency (%)
35000	234	0.5%
34826	1	< 0.1%
34800	1	< 0.1%
34664	1	< 0.1%
34375	1	< 0.1%
34322	1	< 0.1%
34121	1	< 0.1%
34000	4	< 0.1%
33950	2	< 0.1%
33800	1	< 0.1%

loan_int_rate
Real number (ℝ)

Distinct	1302
Distinct (%)	2.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.006606

Minimum	5.42
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	5.42
5-th percentile	6.17
Q1	8.59
median	11.01
Q3	12.99
95-th percentile	16
Maximum	20
Range	14.58
Interquartile range (IQR)	4.4

Descriptive statistics

Standard deviation	2.9788083
Coefficient of variation (CV)	0.27063823
Kurtosis	-0.42033531
Mean	11.006606
Median Absolute Deviation (MAD)	2.13
Skewness	0.21378407
Sum	495297.26
Variance	8.8732988
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.01	3329	7.4%
10.99	804	1.8%
7.51	798	1.8%
7.49	687	1.5%
7.88	673	1.5%
5.42	608	1.4%
7.9	606	1.3%
11.49	514	1.1%
9.99	484	1.1%
13.49	475	1.1%
Other values (1292)	36022	80.0%

Value	Count	Frequency (%)
5.42	608	1.4%
5.43	2	< 0.1%
5.44	2	< 0.1%
5.46	1	< 0.1%
5.47	5	< 0.1%
5.48	4	< 0.1%
5.49	4	< 0.1%
5.5	1	< 0.1%
5.51	3	< 0.1%
5.52	2	< 0.1%

Value	Count	Frequency (%)
20	84	0.2%
19.91	9	< 0.1%
19.9	1	< 0.1%
19.82	5	< 0.1%
19.8	1	< 0.1%
19.79	4	< 0.1%
19.74	4	< 0.1%
19.69	12	< 0.1%
19.66	3	< 0.1%
19.62	1	< 0.1%

loan_percent_income
Real number (ℝ)

High correlation

Distinct	64
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.13972489

Minimum	0
Maximum	0.66
Zeros	27
Zeros (%)	0.1%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	0
5-th percentile	0.03
Q1	0.07
median	0.12
Q3	0.19
95-th percentile	0.31
Maximum	0.66
Range	0.66
Interquartile range (IQR)	0.12

Descriptive statistics

Standard deviation	0.087212308
Coefficient of variation (CV)	0.6241716
Kurtosis	1.0824162
Mean	0.13972489
Median Absolute Deviation (MAD)	0.05
Skewness	1.0345122
Sum	6287.62
Variance	0.0076059867
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.08	2593	5.8%
0.1	2421	5.4%
0.07	2415	5.4%
0.09	2295	5.1%
0.06	2242	5.0%
0.12	2216	4.9%
0.05	2176	4.8%
0.11	2158	4.8%
0.14	1960	4.4%
0.04	1950	4.3%
Other values (54)	22574	50.2%

Value	Count	Frequency (%)
0	27	0.1%
0.01	315	0.7%
0.02	944	2.1%
0.03	1488	3.3%
0.04	1950	4.3%
0.05	2176	4.8%
0.06	2242	5.0%
0.07	2415	5.4%
0.08	2593	5.8%
0.09	2295	5.1%

Value	Count	Frequency (%)
0.66	1	< 0.1%
0.63	1	< 0.1%
0.62	2	< 0.1%
0.61	2	< 0.1%
0.59	1	< 0.1%
0.58	1	< 0.1%
0.57	1	< 0.1%
0.56	5	< 0.1%
0.55	5	< 0.1%
0.54	8	< 0.1%

cb_person_cred_hist_length
Real number (ℝ)

High correlation

Distinct	29
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.8674889

Minimum	2
Maximum	30
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	2
5-th percentile	2
Q1	3
median	4
Q3	8
95-th percentile	14
Maximum	30
Range	28
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.8797018
Coefficient of variation (CV)	0.66122014
Kurtosis	3.7259445
Mean	5.8674889
Median Absolute Deviation (MAD)	2
Skewness	1.63172
Sum	264037
Variance	15.052086
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
4	8653	19.2%
3	8312	18.5%
2	6537	14.5%
5	3082	6.8%
6	2966	6.6%
7	2889	6.4%
8	2800	6.2%
9	2685	6.0%
10	2457	5.5%
12	715	1.6%
Other values (19)	3904	8.7%

Value	Count	Frequency (%)
2	6537	14.5%
3	8312	18.5%
4	8653	19.2%
5	3082	6.8%
6	2966	6.6%
7	2889	6.4%
8	2800	6.2%
9	2685	6.0%
10	2457	5.5%
11	712	1.6%

Value	Count	Frequency (%)
30	23	0.1%
29	15	< 0.1%
28	29	0.1%
27	23	0.1%
26	20	< 0.1%
25	23	0.1%
24	34	0.1%
23	26	0.1%
22	32	0.1%
21	24	0.1%

credit_score
Real number (ℝ)

Distinct	340
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	632.60876

Minimum	390
Maximum	850
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.7 KiB

Quantile statistics

Minimum	390
5-th percentile	539
Q1	601
median	640
Q3	670
95-th percentile	703
Maximum	850
Range	460
Interquartile range (IQR)	69

Descriptive statistics

Standard deviation	50.435865
Coefficient of variation (CV)	0.079726789
Kurtosis	0.20302186
Mean	632.60876
Median Absolute Deviation (MAD)	33
Skewness	-0.61026083
Sum	28467394
Variance	2543.7765
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
658	406	0.9%
649	398	0.9%
652	396	0.9%
663	394	0.9%
647	393	0.9%
650	391	0.9%
654	391	0.9%
667	390	0.9%
653	390	0.9%
656	386	0.9%
Other values (330)	41065	91.3%

Value	Count	Frequency (%)
390	1	< 0.1%
418	1	< 0.1%
419	1	< 0.1%
420	1	< 0.1%
421	1	< 0.1%
430	1	< 0.1%
431	2	< 0.1%
434	1	< 0.1%
435	4	< 0.1%
437	2	< 0.1%

Value	Count	Frequency (%)
850	1	< 0.1%
807	1	< 0.1%
805	1	< 0.1%
792	1	< 0.1%
789	1	< 0.1%
784	2	< 0.1%
773	1	< 0.1%
772	1	< 0.1%
770	1	< 0.1%
768	1	< 0.1%

loan_status
Categorical

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.7 KiB

0	35000
1	10000

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	45000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	35000	77.8%
1	10000	22.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	35000	77.8%
1	10000	22.2%

Most occurring characters

Value	Count	Frequency (%)
0	35000	77.8%
1	10000	22.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	45000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	35000	77.8%
1	10000	22.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	45000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	35000	77.8%
1	10000	22.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	45000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	35000	77.8%
1	10000	22.2%

person_gender_male
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

True	24841
False	20159

Value	Count	Frequency (%)
True	24841	55.2%
False	20159	44.8%

person_education_Bachelor
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	31601
True	13399

Value	Count	Frequency (%)
False	31601	70.2%
True	13399	29.8%

person_education_Doctorate
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	44379
True	621

Value	Count	Frequency (%)
False	44379	98.6%
True	621	1.4%

person_education_High School
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	33028
True	11972

Value	Count	Frequency (%)
False	33028	73.4%
True	11972	26.6%

person_education_Master
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	38020
True	6980

Value	Count	Frequency (%)
False	38020	84.5%
True	6980	15.5%

person_home_ownership_OTHER
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	44883
True	117

Value	Count	Frequency (%)
False	44883	99.7%
True	117	0.3%

person_home_ownership_OWN
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	42049
True	2951

Value	Count	Frequency (%)
False	42049	93.4%
True	2951	6.6%

person_home_ownership_RENT
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

True	23443
False	21557

Value	Count	Frequency (%)
True	23443	52.1%
False	21557	47.9%

loan_intent_EDUCATION
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	35847
True	9153

Value	Count	Frequency (%)
False	35847	79.7%
True	9153	20.3%

loan_intent_HOMEIMPROVEMENT
Boolean

Imbalance

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	40217
True	4783

Value	Count	Frequency (%)
False	40217	89.4%
True	4783	10.6%

loan_intent_MEDICAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	36452
True	8548

Value	Count	Frequency (%)
False	36452	81.0%
True	8548	19.0%

loan_intent_PERSONAL
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	37448
True	7552

Value	Count	Frequency (%)
False	37448	83.2%
True	7552	16.8%

loan_intent_VENTURE
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

False	37181
True	7819

Value	Count	Frequency (%)
False	37181	82.6%
True	7819	17.4%

previous_loan_defaults_on_file_Yes
Boolean

High correlation

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	44.1 KiB

True	22858
False	22142

Value	Count	Frequency (%)
True	22858	50.8%
False	22142	49.2%

Interactions

Correlations

	cb_person_cred_hist_length	credit_score	loan_amnt	loan_int_rate	loan_intent_EDUCATION	loan_intent_HOMEIMPROVEMENT	loan_intent_MEDICAL	loan_intent_PERSONAL	loan_intent_VENTURE	loan_percent_income	loan_status	person_age	person_education_Bachelor	person_education_Doctorate	person_education_High School	person_education_Master	person_emp_exp	person_gender_male	person_home_ownership_OTHER	person_home_ownership_OWN	person_home_ownership_RENT	person_id	person_income	previous_loan_defaults_on_file_Yes
cb_person_cred_hist_length	1.000	0.142	0.043	0.017	0.086	0.076	0.023	0.058	0.011	-0.037	0.020	0.821	0.099	0.118	0.107	0.056	0.750	0.026	0.011	0.007	0.043	0.513	0.093	0.026
credit_score	0.142	1.000	0.006	0.011	0.032	0.009	0.000	0.015	0.011	-0.012	0.008	0.160	0.079	0.147	0.169	0.146	0.172	0.005	0.000	0.000	0.006	0.068	0.023	0.178
loan_amnt	0.043	0.006	1.000	0.105	0.027	0.050	0.036	0.017	0.019	0.666	0.126	0.064	0.000	0.000	0.011	0.004	0.052	0.005	0.022	0.039	0.138	0.068	0.405	0.066
loan_int_rate	0.017	0.011	0.105	1.000	0.025	0.031	0.006	0.000	0.014	0.124	0.363	0.013	0.003	0.008	0.004	0.000	0.016	0.000	0.024	0.016	0.141	0.019	-0.033	0.198
loan_intent_EDUCATION	0.086	0.032	0.027	0.025	1.000	0.174	0.245	0.227	0.232	0.016	0.064	0.042	0.000	0.014	0.013	0.006	0.037	0.000	0.003	0.000	0.000	0.081	0.010	0.038
loan_intent_HOMEIMPROVEMENT	0.076	0.009	0.050	0.031	0.174	1.000	0.167	0.155	0.158	0.023	0.033	0.034	0.010	0.009	0.011	0.004	0.033	0.000	0.000	0.009	0.055	0.078	0.000	0.021
loan_intent_MEDICAL	0.023	0.000	0.036	0.006	0.245	0.167	1.000	0.217	0.222	0.023	0.065	0.020	0.000	0.006	0.000	0.007	0.015	0.004	0.000	0.015	0.061	0.045	0.000	0.034
loan_intent_PERSONAL	0.058	0.015	0.017	0.000	0.227	0.155	0.217	1.000	0.206	0.008	0.022	0.042	0.000	0.000	0.000	0.002	0.046	0.000	0.000	0.001	0.014	0.019	0.018	0.000
loan_intent_VENTURE	0.011	0.011	0.019	0.014	0.232	0.158	0.222	0.206	1.000	0.011	0.086	0.021	0.000	0.000	0.000	0.000	0.020	0.000	0.005	0.091	0.037	0.041	0.018	0.052
loan_percent_income	-0.037	-0.012	0.666	0.124	0.016	0.023	0.023	0.008	0.011	1.000	0.415	-0.056	0.000	0.000	0.000	0.006	-0.050	0.000	0.012	0.055	0.128	-0.007	-0.353	0.220
loan_status	0.020	0.008	0.126	0.363	0.064	0.033	0.065	0.022	0.086	0.415	1.000	0.012	0.000	0.000	0.000	0.000	0.014	0.000	0.012	0.093	0.255	0.394	0.009	0.543
person_age	0.821	0.160	0.064	0.013	0.042	0.034	0.020	0.042	0.021	-0.056	0.012	1.000	0.070	0.092	0.036	0.026	0.888	0.024	0.000	0.001	0.029	0.488	0.143	0.030
person_education_Bachelor	0.099	0.079	0.000	0.003	0.000	0.010	0.000	0.000	0.000	0.000	0.000	0.070	1.000	0.077	0.392	0.279	0.083	0.000	0.003	0.001	0.006	0.055	0.004	0.017
person_education_Doctorate	0.118	0.147	0.000	0.008	0.014	0.009	0.006	0.000	0.000	0.000	0.000	0.092	0.077	1.000	0.071	0.050	0.090	0.000	0.000	0.000	0.009	0.090	0.000	0.019
person_education_High School	0.107	0.169	0.011	0.004	0.013	0.011	0.000	0.000	0.000	0.000	0.000	0.036	0.392	0.071	1.000	0.258	0.055	0.000	0.000	0.003	0.000	0.066	0.012	0.029
person_education_Master	0.056	0.146	0.004	0.000	0.006	0.004	0.007	0.002	0.000	0.006	0.000	0.026	0.279	0.050	0.258	1.000	0.035	0.000	0.006	0.007	0.000	0.031	0.000	0.021
person_emp_exp	0.750	0.172	0.052	0.016	0.037	0.033	0.015	0.046	0.020	-0.050	0.014	0.888	0.083	0.090	0.055	0.035	1.000	0.021	0.000	0.008	0.022	0.402	0.120	0.028
person_gender_male	0.026	0.005	0.005	0.000	0.000	0.000	0.004	0.000	0.000	0.000	0.000	0.024	0.000	0.000	0.000	0.000	0.021	1.000	0.000	0.000	0.000	0.008	0.009	0.000
person_home_ownership_OTHER	0.011	0.000	0.022	0.024	0.003	0.000	0.000	0.000	0.005	0.012	0.012	0.000	0.003	0.000	0.000	0.006	0.000	0.000	1.000	0.012	0.053	0.019	0.000	0.009
person_home_ownership_OWN	0.007	0.000	0.039	0.016	0.000	0.009	0.015	0.001	0.091	0.055	0.093	0.001	0.001	0.000	0.003	0.007	0.008	0.000	0.012	1.000	0.276	0.090	0.000	0.053
person_home_ownership_RENT	0.043	0.006	0.138	0.141	0.000	0.055	0.061	0.014	0.037	0.128	0.255	0.029	0.006	0.009	0.000	0.000	0.022	0.000	0.053	0.276	1.000	0.219	0.018	0.138
person_id	0.513	0.068	0.068	0.019	0.081	0.078	0.045	0.019	0.041	-0.007	0.394	0.488	0.055	0.090	0.066	0.031	0.402	0.008	0.019	0.090	0.219	1.000	0.101	0.217
person_income	0.093	0.023	0.405	-0.033	0.010	0.000	0.000	0.018	0.018	-0.353	0.009	0.143	0.004	0.000	0.012	0.000	0.120	0.009	0.000	0.000	0.018	0.101	1.000	0.008
previous_loan_defaults_on_file_Yes	0.026	0.178	0.066	0.198	0.038	0.021	0.034	0.000	0.052	0.220	0.543	0.030	0.017	0.019	0.029	0.021	0.028	0.000	0.009	0.053	0.138	0.217	0.008	1.000

Missing values

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

Sample

	person_id	person_age	person_income	person_emp_exp	loan_amnt	loan_int_rate	loan_percent_income	cb_person_cred_hist_length	credit_score	loan_status	person_gender_male	person_education_Bachelor	person_education_Doctorate	person_education_High School	person_education_Master	person_home_ownership_OTHER	person_home_ownership_OWN	person_home_ownership_RENT	loan_intent_EDUCATION	loan_intent_HOMEIMPROVEMENT	loan_intent_MEDICAL	loan_intent_PERSONAL	loan_intent_VENTURE	previous_loan_defaults_on_file_Yes
0	1	22.0	71948.0	0	35000.0	16.02	0.49	3.0	561	1	False	False	False	False	True	False	False	True	False	False	False	True	False	False
1	2	21.0	12282.0	0	1000.0	11.14	0.08	2.0	504	0	False	False	False	True	False	False	True	False	True	False	False	False	False	True
2	3	25.0	12438.0	3	5500.0	12.87	0.44	3.0	635	1	False	False	False	True	False	False	False	False	False	False	True	False	False	False
3	4	23.0	79753.0	0	35000.0	15.23	0.44	2.0	675	1	False	True	False	False	False	False	False	True	False	False	True	False	False	False
4	5	24.0	66135.0	1	35000.0	14.27	0.53	4.0	586	1	True	False	False	False	True	False	False	True	False	False	True	False	False	False
5	6	21.0	12951.0	0	2500.0	7.14	0.19	2.0	532	1	False	False	False	True	False	False	True	False	False	False	False	False	True	False
6	7	26.0	93471.0	1	35000.0	12.42	0.37	3.0	701	1	False	True	False	False	False	False	False	True	True	False	False	False	False	False
7	8	24.0	95550.0	5	35000.0	11.11	0.37	4.0	585	1	False	False	False	True	False	False	False	True	False	False	True	False	False	False
8	9	24.0	100684.0	3	35000.0	8.90	0.35	2.0	544	1	False	False	False	False	False	False	False	True	False	False	False	True	False	False
9	10	21.0	12739.0	0	1600.0	14.74	0.13	3.0	640	1	False	False	False	True	False	False	True	False	False	False	False	False	True	False

	person_id	person_age	person_income	person_emp_exp	loan_amnt	loan_int_rate	loan_percent_income	cb_person_cred_hist_length	credit_score	loan_status	person_gender_male	person_education_Bachelor	person_education_Doctorate	person_education_High School	person_education_Master	person_home_ownership_OTHER	person_home_ownership_OWN	person_home_ownership_RENT	loan_intent_EDUCATION	loan_intent_HOMEIMPROVEMENT	loan_intent_MEDICAL	loan_intent_PERSONAL	loan_intent_VENTURE	previous_loan_defaults_on_file_Yes
44990	44991	31.0	136832.0	9	12319.0	16.92	0.09	7.0	722	1	True	False	False	False	True	False	False	True	False	False	False	True	False	False
44991	44992	24.0	37786.0	0	13500.0	13.43	0.36	4.0	612	1	True	False	False	True	False	False	False	False	True	False	False	False	False	False
44992	44993	23.0	40925.0	0	9000.0	11.01	0.22	4.0	487	1	False	True	False	False	False	False	False	True	False	False	False	True	False	False
44993	44994	27.0	35512.0	4	5000.0	15.83	0.14	5.0	505	1	False	False	False	True	False	False	False	True	False	False	False	True	False	False
44994	44995	24.0	31924.0	2	12229.0	10.70	0.38	4.0	678	1	False	False	False	False	False	False	False	True	False	False	True	False	False	False
44995	44996	27.0	47971.0	6	15000.0	15.66	0.31	3.0	645	1	True	False	False	False	False	False	False	True	False	False	True	False	False	False
44996	44997	37.0	65800.0	17	9000.0	14.07	0.14	11.0	621	1	False	False	False	False	False	False	False	True	False	True	False	False	False	False
44997	44998	33.0	56942.0	7	2771.0	10.02	0.05	10.0	668	1	True	False	False	False	False	False	False	True	False	False	False	False	False	False
44998	44999	29.0	33164.0	4	12000.0	13.23	0.36	6.0	604	1	True	True	False	False	False	False	False	True	True	False	False	False	False	False
44999	45000	24.0	51609.0	1	6665.0	17.05	0.13	3.0	628	1	True	False	False	True	False	False	False	True	False	False	False	False	False	False

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample